Machine Learning/resources
30개의 필수 데이터과학, 머신러닝, 딥러닝 치트시트
uniqueone
2017. 9. 26. 06:57
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30개의 필수 데이터과학, 머신러닝, 딥러닝 치트시트
데이터과학을 위한 Python
https://s3.amazonaws.com/assets.datacamp.com/blog_assets/PythonForDataScience.pdf
Pandas 기초
https://s3.amazonaws.com/assets.datacamp.com/blog_assets/PandasPythonForDataScience+(1).pdf
Pandas
https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Python_Pandas_Cheat_Sheet_2.pdf
Numpy
https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Numpy_Python_Cheat_Sheet.pdf
Scipy
https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Python_SciPy_Cheat_Sheet_Linear_Algebra.pdf
Scikit-learn
https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Scikit_Learn_Cheat_Sheet_Python.pdf
Matplotlib
https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Python_Matplotlib_Cheat_Sheet.pdf
Bokeh
https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Python_Bokeh_Cheat_Sheet.pdf
Base R
https://www.rstudio.com/resources/cheatsheets/
Advanced R
https://www.rstudio.com/resources/cheatsheets/
Caret
https://www.rstudio.com/resources/cheatsheets/
Data Import
https://www.rstudio.com/resources/cheatsheets/
Data Transformation with dplyr
https://www.rstudio.com/resources/cheatsheets/
R Markdown
https://www.rstudio.com/resources/cheatsheets/
R Studio IDE
https://github.com/rstudio/cheatsheets/raw/master/source/pdfs/rstudio-IDE-cheatsheet.pdf
Data Visualization
https://github.com/rstudio/cheatsheets/raw/master/source/pdfs/ggplot2-cheatsheet-2.1.pdf
Neural Network Architectures
http://www.asimovinstitute.org/neural-network-zoo/
Neural Network Cells
http://www.asimovinstitute.org/neural-network-zoo-prequel-cells-layers/
Neural Network Graphs
http://www.asimovinstitute.org/neural-network-zoo-prequel-cells-layers/
TensorFlow
https://www.altoros.com/tensorflow-cheat-sheet.html
Keras
https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Keras_Cheat_Sheet_Python.pdf
Probability
https://static1.squarespace.com/static/54bf3241e4b0f0d81bf7ff36/t/55e9494fe4b011aed10e48e5/1441352015658/probability_cheatsheet.pdf
Statistics
http://web.mit.edu/~csvoss/Public/usabo/stats_handout.pdf
Linear Algebra
https://minireference.com/static/tutorials/linear_algebra_in_4_pages.pdf
Big O Complexity
http://bigocheatsheet.com/
Common Data Structure Operations
http://bigocheatsheet.com/
Common Sorting Algorithms
http://bigocheatsheet.com/
Data Structures
https://www.clear.rice.edu/comp160/data_cheat.html
SQL
http://www.sql-tutorial.net/sql-cheat-sheet.pdf
30개의 필수 데이터과학, 머신러닝, 딥러닝 치트시트
데이터과학을 위한 Python
https://s3.amazonaws.com/assets.datacamp.com/blog_assets/PythonForDataScience.pdf
Pandas 기초
https://s3.amazonaws.com/assets.datacamp.com/blog_assets/PandasPythonForDataScience+(1).pdf
Pandas
https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Python_Pandas_Cheat_Sheet_2.pdf
Numpy
https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Numpy_Python_Cheat_Sheet.pdf
Scipy
https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Python_SciPy_Cheat_Sheet_Linear_Algebra.pdf
Scikit-learn
https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Scikit_Learn_Cheat_Sheet_Python.pdf
Matplotlib
https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Python_Matplotlib_Cheat_Sheet.pdf
Bokeh
https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Python_Bokeh_Cheat_Sheet.pdf
Base R
https://www.rstudio.com/resources/cheatsheets/
Advanced R
https://www.rstudio.com/resources/cheatsheets/
Caret
https://www.rstudio.com/resources/cheatsheets/
Data Import
https://www.rstudio.com/resources/cheatsheets/
Data Transformation with dplyr
https://www.rstudio.com/resources/cheatsheets/
R Markdown
https://www.rstudio.com/resources/cheatsheets/
R Studio IDE
https://github.com/rstudio/cheatsheets/raw/master/source/pdfs/rstudio-IDE-cheatsheet.pdf
Data Visualization
https://github.com/rstudio/cheatsheets/raw/master/source/pdfs/ggplot2-cheatsheet-2.1.pdf
Neural Network Architectures
http://www.asimovinstitute.org/neural-network-zoo/
Neural Network Cells
http://www.asimovinstitute.org/neural-network-zoo-prequel-cells-layers/
Neural Network Graphs
http://www.asimovinstitute.org/neural-network-zoo-prequel-cells-layers/
TensorFlow
https://www.altoros.com/tensorflow-cheat-sheet.html
Keras
https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Keras_Cheat_Sheet_Python.pdf
Probability
https://static1.squarespace.com/static/54bf3241e4b0f0d81bf7ff36/t/55e9494fe4b011aed10e48e5/1441352015658/probability_cheatsheet.pdf
Statistics
http://web.mit.edu/~csvoss/Public/usabo/stats_handout.pdf
Linear Algebra
https://minireference.com/static/tutorials/linear_algebra_in_4_pages.pdf
Big O Complexity
http://bigocheatsheet.com/
Common Data Structure Operations
http://bigocheatsheet.com/
Common Sorting Algorithms
http://bigocheatsheet.com/
Data Structures
https://www.clear.rice.edu/comp160/data_cheat.html
SQL
http://www.sql-tutorial.net/sql-cheat-sheet.pdf